Overview
Brought to you by YData
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 555719 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 97.5 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 10 |
|---|---|
| DateTime | 2 |
| Text | 7 |
| Categorical | 4 |
Unnamed: 0 is highly overall correlated with unix_time | High correlation |
lat is highly overall correlated with merch_lat and 1 other fields | High correlation |
long is highly overall correlated with merch_long and 2 other fields | High correlation |
merch_lat is highly overall correlated with lat and 1 other fields | High correlation |
merch_long is highly overall correlated with long and 2 other fields | High correlation |
state is highly overall correlated with lat and 4 other fields | High correlation |
unix_time is highly overall correlated with Unnamed: 0 | High correlation |
zip is highly overall correlated with long and 2 other fields | High correlation |
is_fraud is highly imbalanced (96.3%) | Imbalance |
amt is highly skewed (γ1 = 37.13407684) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
trans_num has unique values | Unique |
Reproduction
| Analysis started | 2025-10-04 13:02:16.538574 |
|---|---|
| Analysis finished | 2025-10-04 13:03:11.372414 |
| Duration | 54.83 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Unnamed: 0
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 555719 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 277859 |
| Minimum | 0 |
|---|---|
| Maximum | 555718 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27785.9 |
| Q1 | 138929.5 |
| median | 277859 |
| Q3 | 416788.5 |
| 95-th percentile | 527932.1 |
| Maximum | 555718 |
| Range | 555718 |
| Interquartile range (IQR) | 277859 |
Descriptive statistics
| Standard deviation | 160422.4 |
|---|---|
| Coefficient of variation (CV) | 0.57735183 |
| Kurtosis | -1.2 |
| Mean | 277859 |
| Median Absolute Deviation (MAD) | 138930 |
| Skewness | -1.206865 × 10-15 |
| Sum | 1.5441153 × 1011 |
| Variance | 2.5735347 × 1010 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 555718 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 555702 | 1 | < 0.1% |
| 555701 | 1 | < 0.1% |
| 555700 | 1 | < 0.1% |
| Other values (555709) | 555709 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 555718 | 1 | |
| 555717 | 1 | |
| 555716 | 1 | |
| 555715 | 1 | |
| 555714 | 1 | |
| 555713 | 1 | |
| 555712 | 1 | |
| 555711 | 1 | |
| 555710 | 1 | |
| 555709 | 1 |
| Distinct | 544760 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| Minimum | 2020-06-21 12:14:25 |
|---|---|
| Maximum | 2020-12-31 23:59:34 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
cc_num
Real number (ℝ)
| Distinct | 924 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.178387 × 1017 |
| Minimum | 6.0416207 × 1010 |
|---|---|
| Maximum | 4.9923464 × 1018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 6.0416207 × 1010 |
|---|---|
| 5-th percentile | 6.3048488 × 1011 |
| Q1 | 1.8004295 × 1014 |
| median | 3.5214173 × 1015 |
| Q3 | 4.6353306 × 1015 |
| 95-th percentile | 4.497914 × 1018 |
| Maximum | 4.9923464 × 1018 |
| Range | 4.9923463 × 1018 |
| Interquartile range (IQR) | 4.4552876 × 1015 |
Descriptive statistics
| Standard deviation | 1.3098366 × 1018 |
|---|---|
| Coefficient of variation (CV) | 3.1347901 |
| Kurtosis | 6.1647169 |
| Mean | 4.178387 × 1017 |
| Median Absolute Deviation (MAD) | 3.0764709 × 1015 |
| Skewness | 2.8492038 |
| Sum | -6.7123593 × 1018 |
| Variance | 1.715672 × 1036 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.538441737 × 1015 | 1474 | 0.3% |
| 4.586810169 × 1015 | 1466 | 0.3% |
| 4.745996322 × 1012 | 1462 | 0.3% |
| 4.587657402 × 1018 | 1458 | 0.3% |
| 2.242542703 × 1015 | 1428 | 0.3% |
| 3.02730377 × 1013 | 1426 | 0.3% |
| 3.725200498 × 1014 | 1403 | 0.3% |
| 3.02704321 × 1013 | 1386 | 0.2% |
| 4.364010865 × 1015 | 1375 | 0.2% |
| 3.447098678 × 1014 | 1358 | 0.2% |
| Other values (914) | 541483 |
| Value | Count | Frequency (%) |
| 6.041620718 × 1010 | 678 | |
| 6.042292873 × 1010 | 669 | |
| 6.042309813 × 1010 | 228 | < 0.1% |
| 6.042785159 × 1010 | 215 | < 0.1% |
| 6.048700208 × 1010 | 239 | < 0.1% |
| 6.04905963 × 1010 | 455 | |
| 6.049559311 × 1010 | 224 | < 0.1% |
| 5.018029536 × 1011 | 635 | |
| 5.018282048 × 1011 | 218 | < 0.1% |
| 5.018310822 × 1011 | 439 |
| Value | Count | Frequency (%) |
| 4.992346398 × 1018 | 863 | |
| 4.989847571 × 1018 | 464 | |
| 4.980323468 × 1018 | 204 | < 0.1% |
| 4.973530368 × 1018 | 427 | 0.1% |
| 4.958589672 × 1018 | 715 | |
| 4.95682899 × 1018 | 1091 | |
| 4.906628656 × 1018 | 1071 | |
| 4.897067971 × 1018 | 433 | 0.1% |
| 4.890424427 × 1018 | 693 | |
| 4.861310131 × 1018 | 1119 |
merchant
Text
| Distinct | 693 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 43 |
|---|---|
| Median length | 36 |
| Mean length | 23.125785 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | fraud_Kirlin and Sons |
|---|---|
| 2nd row | fraud_Sporer-Keebler |
| 3rd row | fraud_Swaniawski, Nitzsche and Welch |
| 4th row | fraud_Haley Group |
| 5th row | fraud_Johnston-Casper |
| Value | Count | Frequency (%) |
| and | 203251 | 15.7% |
| llc | 41882 | 3.2% |
| inc | 39209 | 3.0% |
| sons | 31506 | 2.4% |
| ltd | 30043 | 2.3% |
| plc | 28324 | 2.2% |
| group | 21642 | 1.7% |
| fraud_kutch | 4468 | 0.3% |
| fraud_streich | 3985 | 0.3% |
| fraud_schaefer | 3973 | 0.3% |
| Other values (804) | 886783 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1247535 | 9.7% |
| r | 1155590 | 9.0% |
| d | 916214 | 7.1% |
| e | 800035 | 6.2% |
| u | 796550 | 6.2% |
| n | 757549 | 5.9% |
| 739347 | 5.8% | |
| f | 598718 | 4.7% |
| _ | 555719 | 4.3% |
| o | 484677 | 3.8% |
| Other values (45) | 4799504 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12851438 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1247535 | 9.7% |
| r | 1155590 | 9.0% |
| d | 916214 | 7.1% |
| e | 800035 | 6.2% |
| u | 796550 | 6.2% |
| n | 757549 | 5.9% |
| 739347 | 5.8% | |
| f | 598718 | 4.7% |
| _ | 555719 | 4.3% |
| o | 484677 | 3.8% |
| Other values (45) | 4799504 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12851438 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1247535 | 9.7% |
| r | 1155590 | 9.0% |
| d | 916214 | 7.1% |
| e | 800035 | 6.2% |
| u | 796550 | 6.2% |
| n | 757549 | 5.9% |
| 739347 | 5.8% | |
| f | 598718 | 4.7% |
| _ | 555719 | 4.3% |
| o | 484677 | 3.8% |
| Other values (45) | 4799504 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12851438 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1247535 | 9.7% |
| r | 1155590 | 9.0% |
| d | 916214 | 7.1% |
| e | 800035 | 6.2% |
| u | 796550 | 6.2% |
| n | 757549 | 5.9% |
| 739347 | 5.8% | |
| f | 598718 | 4.7% |
| _ | 555719 | 4.3% |
| o | 484677 | 3.8% |
| Other values (45) | 4799504 |
category
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| gas_transport | |
|---|---|
| grocery_pos | |
| home | |
| shopping_pos | |
| kids_pets | |
| Other values (9) |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 10.525528 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | personal_care |
|---|---|
| 2nd row | personal_care |
| 3rd row | health_fitness |
| 4th row | misc_pos |
| 5th row | travel |
Common Values
| Value | Count | Frequency (%) |
| gas_transport | 56370 | |
| grocery_pos | 52553 | |
| home | 52345 | |
| shopping_pos | 49791 | |
| kids_pets | 48692 | |
| shopping_net | 41779 | |
| entertainment | 40104 | |
| personal_care | 39327 | 7.1% |
| food_dining | 39268 | 7.1% |
| health_fitness | 36674 | 6.6% |
| Other values (4) | 98816 |
Length
| Value | Count | Frequency (%) |
| gas_transport | 56370 | |
| grocery_pos | 52553 | |
| home | 52345 | |
| shopping_pos | 49791 | |
| kids_pets | 48692 | |
| shopping_net | 41779 | |
| entertainment | 40104 | |
| personal_care | 39327 | 7.1% |
| food_dining | 39268 | 7.1% |
| health_fitness | 36674 | 6.6% |
| Other values (4) | 98816 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 613228 | |
| e | 551351 | |
| o | 527045 | |
| n | 511361 | |
| p | 464447 | 7.9% |
| t | 461113 | 7.9% |
| _ | 445821 | 7.6% |
| r | 392905 | 6.7% |
| i | 357517 | 6.1% |
| a | 285621 | 4.9% |
| Other values (10) | 1238827 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5849236 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 613228 | |
| e | 551351 | |
| o | 527045 | |
| n | 511361 | |
| p | 464447 | 7.9% |
| t | 461113 | 7.9% |
| _ | 445821 | 7.6% |
| r | 392905 | 6.7% |
| i | 357517 | 6.1% |
| a | 285621 | 4.9% |
| Other values (10) | 1238827 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5849236 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 613228 | |
| e | 551351 | |
| o | 527045 | |
| n | 511361 | |
| p | 464447 | 7.9% |
| t | 461113 | 7.9% |
| _ | 445821 | 7.6% |
| r | 392905 | 6.7% |
| i | 357517 | 6.1% |
| a | 285621 | 4.9% |
| Other values (10) | 1238827 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5849236 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 613228 | |
| e | 551351 | |
| o | 527045 | |
| n | 511361 | |
| p | 464447 | 7.9% |
| t | 461113 | 7.9% |
| _ | 445821 | 7.6% |
| r | 392905 | 6.7% |
| i | 357517 | 6.1% |
| a | 285621 | 4.9% |
| Other values (10) | 1238827 |
amt
Real number (ℝ)
Skewed
| Distinct | 37256 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.39281 |
| Minimum | 1 |
|---|---|
| Maximum | 22768.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.43 |
| Q1 | 9.63 |
| median | 47.29 |
| Q3 | 83.01 |
| 95-th percentile | 193.051 |
| Maximum | 22768.11 |
| Range | 22767.11 |
| Interquartile range (IQR) | 73.38 |
Descriptive statistics
| Standard deviation | 156.74594 |
|---|---|
| Coefficient of variation (CV) | 2.2588211 |
| Kurtosis | 3247.084 |
| Mean | 69.39281 |
| Median Absolute Deviation (MAD) | 37.34 |
| Skewness | 37.134077 |
| Sum | 38562903 |
| Variance | 24569.29 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.1 | 239 | < 0.1% |
| 1.14 | 237 | < 0.1% |
| 1.08 | 229 | < 0.1% |
| 1.31 | 227 | < 0.1% |
| 1.65 | 227 | < 0.1% |
| 1.03 | 227 | < 0.1% |
| 1.19 | 226 | < 0.1% |
| 1.07 | 225 | < 0.1% |
| 1.22 | 224 | < 0.1% |
| 1.09 | 224 | < 0.1% |
| Other values (37246) | 553434 |
| Value | Count | Frequency (%) |
| 1 | 110 | |
| 1.01 | 212 | |
| 1.02 | 203 | |
| 1.03 | 227 | |
| 1.04 | 206 | |
| 1.05 | 202 | |
| 1.06 | 200 | |
| 1.07 | 225 | |
| 1.08 | 229 | |
| 1.09 | 224 |
| Value | Count | Frequency (%) |
| 22768.11 | 1 | |
| 21437.71 | 1 | |
| 19364.91 | 1 | |
| 16837.08 | 1 | |
| 16339.26 | 1 | |
| 14637.79 | 1 | |
| 13149.15 | 1 | |
| 12969.9 | 1 | |
| 12882.78 | 1 | |
| 12882.33 | 1 |
first
Text
| Distinct | 341 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 6.0799847 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jeff |
|---|---|
| 2nd row | Joanne |
| 3rd row | Ashley |
| 4th row | Brian |
| 5th row | Nathan |
| Value | Count | Frequency (%) |
| christopher | 11443 | 2.1% |
| robert | 9076 | 1.6% |
| jessica | 8655 | 1.6% |
| david | 8599 | 1.5% |
| michael | 8530 | 1.5% |
| james | 8457 | 1.5% |
| jennifer | 7241 | 1.3% |
| john | 7120 | 1.3% |
| mary | 7078 | 1.3% |
| william | 7025 | 1.3% |
| Other values (331) | 472495 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 430918 | 12.8% |
| e | 369286 | 10.9% |
| i | 265381 | 7.9% |
| n | 263215 | 7.8% |
| r | 260880 | 7.7% |
| l | 166530 | 4.9% |
| h | 148354 | 4.4% |
| s | 138914 | 4.1% |
| t | 133335 | 3.9% |
| o | 115481 | 3.4% |
| Other values (39) | 1086469 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3378763 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 430918 | 12.8% |
| e | 369286 | 10.9% |
| i | 265381 | 7.9% |
| n | 263215 | 7.8% |
| r | 260880 | 7.7% |
| l | 166530 | 4.9% |
| h | 148354 | 4.4% |
| s | 138914 | 4.1% |
| t | 133335 | 3.9% |
| o | 115481 | 3.4% |
| Other values (39) | 1086469 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3378763 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 430918 | 12.8% |
| e | 369286 | 10.9% |
| i | 265381 | 7.9% |
| n | 263215 | 7.8% |
| r | 260880 | 7.7% |
| l | 166530 | 4.9% |
| h | 148354 | 4.4% |
| s | 138914 | 4.1% |
| t | 133335 | 3.9% |
| o | 115481 | 3.4% |
| Other values (39) | 1086469 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3378763 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 430918 | 12.8% |
| e | 369286 | 10.9% |
| i | 265381 | 7.9% |
| n | 263215 | 7.8% |
| r | 260880 | 7.7% |
| l | 166530 | 4.9% |
| h | 148354 | 4.4% |
| s | 138914 | 4.1% |
| t | 133335 | 3.9% |
| o | 115481 | 3.4% |
| Other values (39) | 1086469 |
last
Text
| Distinct | 471 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 6.1151697 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Elliott |
|---|---|
| 2nd row | Williams |
| 3rd row | Lopez |
| 4th row | Williams |
| 5th row | Massey |
| Value | Count | Frequency (%) |
| smith | 12146 | 2.2% |
| williams | 10056 | 1.8% |
| davis | 9524 | 1.7% |
| johnson | 8556 | 1.5% |
| rodriguez | 7485 | 1.3% |
| martinez | 6441 | 1.2% |
| jones | 5849 | 1.1% |
| lewis | 5540 | 1.0% |
| miller | 5123 | 0.9% |
| gonzalez | 5010 | 0.9% |
| Other values (461) | 479989 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 336371 | 9.9% |
| r | 282893 | 8.3% |
| a | 278699 | 8.2% |
| n | 260484 | 7.7% |
| o | 248802 | 7.3% |
| s | 209236 | 6.2% |
| l | 209106 | 6.2% |
| i | 187500 | 5.5% |
| t | 124139 | 3.7% |
| h | 98978 | 2.9% |
| Other values (38) | 1162108 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3398316 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 336371 | 9.9% |
| r | 282893 | 8.3% |
| a | 278699 | 8.2% |
| n | 260484 | 7.7% |
| o | 248802 | 7.3% |
| s | 209236 | 6.2% |
| l | 209106 | 6.2% |
| i | 187500 | 5.5% |
| t | 124139 | 3.7% |
| h | 98978 | 2.9% |
| Other values (38) | 1162108 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3398316 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 336371 | 9.9% |
| r | 282893 | 8.3% |
| a | 278699 | 8.2% |
| n | 260484 | 7.7% |
| o | 248802 | 7.3% |
| s | 209236 | 6.2% |
| l | 209106 | 6.2% |
| i | 187500 | 5.5% |
| t | 124139 | 3.7% |
| h | 98978 | 2.9% |
| Other values (38) | 1162108 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3398316 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 336371 | 9.9% |
| r | 282893 | 8.3% |
| a | 278699 | 8.2% |
| n | 260484 | 7.7% |
| o | 248802 | 7.3% |
| s | 209236 | 6.2% |
| l | 209106 | 6.2% |
| i | 187500 | 5.5% |
| t | 124139 | 3.7% |
| h | 98978 | 2.9% |
| Other values (38) | 1162108 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 304886 | |
| M | 250833 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 304886 | |
| m | 250833 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 304886 | |
| M | 250833 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 555719 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 304886 | |
| M | 250833 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 555719 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 304886 | |
| M | 250833 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 555719 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 304886 | |
| M | 250833 |
street
Text
| Distinct | 924 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 35 |
|---|---|
| Median length | 29 |
| Mean length | 22.236569 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 351 Darlene Green |
|---|---|
| 2nd row | 3638 Marsh Union |
| 3rd row | 9333 Valentine Point |
| 4th row | 32941 Krystal Mill Apt. 552 |
| 5th row | 5783 Evan Roads Apt. 465 |
| Value | Count | Frequency (%) |
| apt | 140506 | 6.4% |
| suite | 131549 | 5.9% |
| island | 9949 | 0.4% |
| michael | 8091 | 0.4% |
| islands | 7694 | 0.3% |
| station | 7645 | 0.3% |
| common | 7607 | 0.3% |
| david | 7377 | 0.3% |
| brooks | 7152 | 0.3% |
| fields | 7079 | 0.3% |
| Other values (1845) | 1876618 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1655548 | 13.4% | |
| e | 768525 | 6.2% |
| a | 622844 | 5.0% |
| i | 554652 | 4.5% |
| t | 534046 | 4.3% |
| r | 473549 | 3.8% |
| n | 457369 | 3.7% |
| s | 442390 | 3.6% |
| l | 381006 | 3.1% |
| o | 375472 | 3.0% |
| Other values (52) | 6091883 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12357284 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1655548 | 13.4% | |
| e | 768525 | 6.2% |
| a | 622844 | 5.0% |
| i | 554652 | 4.5% |
| t | 534046 | 4.3% |
| r | 473549 | 3.8% |
| n | 457369 | 3.7% |
| s | 442390 | 3.6% |
| l | 381006 | 3.1% |
| o | 375472 | 3.0% |
| Other values (52) | 6091883 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12357284 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1655548 | 13.4% | |
| e | 768525 | 6.2% |
| a | 622844 | 5.0% |
| i | 554652 | 4.5% |
| t | 534046 | 4.3% |
| r | 473549 | 3.8% |
| n | 457369 | 3.7% |
| s | 442390 | 3.6% |
| l | 381006 | 3.1% |
| o | 375472 | 3.0% |
| Other values (52) | 6091883 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12357284 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1655548 | 13.4% | |
| e | 768525 | 6.2% |
| a | 622844 | 5.0% |
| i | 554652 | 4.5% |
| t | 534046 | 4.3% |
| r | 473549 | 3.8% |
| n | 457369 | 3.7% |
| s | 442390 | 3.6% |
| l | 381006 | 3.1% |
| o | 375472 | 3.0% |
| Other values (52) | 6091883 |
city
Text
| Distinct | 849 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 8.6534957 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Columbia |
|---|---|
| 2nd row | Altonah |
| 3rd row | Bellmore |
| 4th row | Titusville |
| 5th row | Falmouth |
| Value | Count | Frequency (%) |
| city | 9466 | 1.4% |
| west | 8374 | 1.2% |
| saint | 6120 | 0.9% |
| north | 6047 | 0.9% |
| falls | 5492 | 0.8% |
| new | 5015 | 0.7% |
| lake | 4840 | 0.7% |
| mount | 4723 | 0.7% |
| san | 4378 | 0.6% |
| springs | 3687 | 0.5% |
| Other values (876) | 635691 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 465724 | 9.7% |
| a | 399870 | 8.3% |
| n | 352121 | 7.3% |
| o | 350784 | 7.3% |
| l | 333877 | 6.9% |
| r | 321666 | 6.7% |
| i | 302768 | 6.3% |
| t | 257021 | 5.3% |
| s | 191281 | 4.0% |
| 138114 | 2.9% | |
| Other values (42) | 1695686 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4808912 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 465724 | 9.7% |
| a | 399870 | 8.3% |
| n | 352121 | 7.3% |
| o | 350784 | 7.3% |
| l | 333877 | 6.9% |
| r | 321666 | 6.7% |
| i | 302768 | 6.3% |
| t | 257021 | 5.3% |
| s | 191281 | 4.0% |
| 138114 | 2.9% | |
| Other values (42) | 1695686 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4808912 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 465724 | 9.7% |
| a | 399870 | 8.3% |
| n | 352121 | 7.3% |
| o | 350784 | 7.3% |
| l | 333877 | 6.9% |
| r | 321666 | 6.7% |
| i | 302768 | 6.3% |
| t | 257021 | 5.3% |
| s | 191281 | 4.0% |
| 138114 | 2.9% | |
| Other values (42) | 1695686 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4808912 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 465724 | 9.7% |
| a | 399870 | 8.3% |
| n | 352121 | 7.3% |
| o | 350784 | 7.3% |
| l | 333877 | 6.9% |
| r | 321666 | 6.7% |
| i | 302768 | 6.3% |
| t | 257021 | 5.3% |
| s | 191281 | 4.0% |
| 138114 | 2.9% | |
| Other values (42) | 1695686 |
state
Categorical
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| TX | |
|---|---|
| NY | 35918 |
| PA | 34326 |
| CA | 24135 |
| OH | 20147 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SC |
|---|---|
| 2nd row | UT |
| 3rd row | NY |
| 4th row | FL |
| 5th row | MI |
Common Values
| Value | Count | Frequency (%) |
| TX | 40393 | 7.3% |
| NY | 35918 | 6.5% |
| PA | 34326 | 6.2% |
| CA | 24135 | 4.3% |
| OH | 20147 | 3.6% |
| MI | 19671 | 3.5% |
| IL | 18960 | 3.4% |
| FL | 18104 | 3.3% |
| AL | 17532 | 3.2% |
| MO | 16501 | 3.0% |
| Other values (40) | 310032 |
Length
| Value | Count | Frequency (%) |
| tx | 40393 | 7.3% |
| ny | 35918 | 6.5% |
| pa | 34326 | 6.2% |
| ca | 24135 | 4.3% |
| oh | 20147 | 3.6% |
| mi | 19671 | 3.5% |
| il | 18960 | 3.4% |
| fl | 18104 | 3.3% |
| al | 17532 | 3.2% |
| mo | 16501 | 3.0% |
| Other values (40) | 310032 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 152804 | |
| N | 121925 | 11.0% |
| M | 94062 | 8.5% |
| I | 78554 | 7.1% |
| T | 65783 | 5.9% |
| L | 63584 | 5.7% |
| O | 61724 | 5.6% |
| C | 60224 | 5.4% |
| Y | 56878 | 5.1% |
| X | 40393 | 3.6% |
| Other values (14) | 315507 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1111438 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 152804 | |
| N | 121925 | 11.0% |
| M | 94062 | 8.5% |
| I | 78554 | 7.1% |
| T | 65783 | 5.9% |
| L | 63584 | 5.7% |
| O | 61724 | 5.6% |
| C | 60224 | 5.4% |
| Y | 56878 | 5.1% |
| X | 40393 | 3.6% |
| Other values (14) | 315507 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1111438 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 152804 | |
| N | 121925 | 11.0% |
| M | 94062 | 8.5% |
| I | 78554 | 7.1% |
| T | 65783 | 5.9% |
| L | 63584 | 5.7% |
| O | 61724 | 5.6% |
| C | 60224 | 5.4% |
| Y | 56878 | 5.1% |
| X | 40393 | 3.6% |
| Other values (14) | 315507 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1111438 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 152804 | |
| N | 121925 | 11.0% |
| M | 94062 | 8.5% |
| I | 78554 | 7.1% |
| T | 65783 | 5.9% |
| L | 63584 | 5.7% |
| O | 61724 | 5.6% |
| C | 60224 | 5.4% |
| Y | 56878 | 5.1% |
| X | 40393 | 3.6% |
| Other values (14) | 315507 |
zip
Real number (ℝ)
High correlation
| Distinct | 912 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48842.628 |
| Minimum | 1257 |
|---|---|
| Maximum | 99921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1257 |
|---|---|
| 5-th percentile | 7439 |
| Q1 | 26292 |
| median | 48174 |
| Q3 | 72011 |
| 95-th percentile | 94569 |
| Maximum | 99921 |
| Range | 98664 |
| Interquartile range (IQR) | 45719 |
Descriptive statistics
| Standard deviation | 26855.283 |
|---|---|
| Coefficient of variation (CV) | 0.54983289 |
| Kurtosis | -1.0951283 |
| Mean | 48842.628 |
| Median Absolute Deviation (MAD) | 23058 |
| Skewness | 0.077246009 |
| Sum | 2.7142776 × 1010 |
| Variance | 7.2120624 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82514 | 1589 | 0.3% |
| 48088 | 1518 | 0.3% |
| 34112 | 1495 | 0.3% |
| 16114 | 1474 | 0.3% |
| 73754 | 1470 | 0.3% |
| 29438 | 1466 | 0.3% |
| 46346 | 1462 | 0.3% |
| 60958 | 1458 | 0.3% |
| 40077 | 1428 | 0.3% |
| 72165 | 1426 | 0.3% |
| Other values (902) | 540933 |
| Value | Count | Frequency (%) |
| 1257 | 900 | |
| 1330 | 435 | |
| 1535 | 219 | < 0.1% |
| 1545 | 444 | |
| 1612 | 219 | < 0.1% |
| 1843 | 1055 | |
| 1844 | 861 | |
| 2180 | 219 | < 0.1% |
| 2630 | 834 | |
| 2908 | 195 | < 0.1% |
| Value | Count | Frequency (%) |
| 99921 | 14 | < 0.1% |
| 99783 | 635 | |
| 99746 | 194 | < 0.1% |
| 99323 | 1079 | |
| 99160 | 1332 | |
| 99113 | 416 | 0.1% |
| 99033 | 1188 | |
| 98836 | 216 | < 0.1% |
| 98665 | 230 | < 0.1% |
| 98304 | 426 | 0.1% |
lat
Real number (ℝ)
High correlation
| Distinct | 910 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.543253 |
| Minimum | 20.0271 |
|---|---|
| Maximum | 65.6899 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 20.0271 |
|---|---|
| 5-th percentile | 29.8826 |
| Q1 | 34.6689 |
| median | 39.3716 |
| Q3 | 41.8948 |
| 95-th percentile | 45.8433 |
| Maximum | 65.6899 |
| Range | 45.6628 |
| Interquartile range (IQR) | 7.2259 |
Descriptive statistics
| Standard deviation | 5.0613362 |
|---|---|
| Coefficient of variation (CV) | 0.13131575 |
| Kurtosis | 0.739401 |
| Mean | 38.543253 |
| Median Absolute Deviation (MAD) | 3.3472 |
| Skewness | -0.20603764 |
| Sum | 21419218 |
| Variance | 25.617124 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43.0048 | 1589 | 0.3% |
| 42.5164 | 1518 | 0.3% |
| 26.1184 | 1495 | 0.3% |
| 41.3851 | 1474 | 0.3% |
| 36.385 | 1470 | 0.3% |
| 32.5486 | 1466 | 0.3% |
| 41.4802 | 1462 | 0.3% |
| 41.0646 | 1458 | 0.3% |
| 38.4921 | 1428 | 0.3% |
| 35.5762 | 1426 | 0.3% |
| Other values (900) | 540933 |
| Value | Count | Frequency (%) |
| 20.0271 | 659 | |
| 20.0827 | 431 | 0.1% |
| 24.6557 | 1071 | |
| 26.1184 | 1495 | |
| 26.3304 | 199 | < 0.1% |
| 26.3771 | 214 | < 0.1% |
| 26.4215 | 1324 | |
| 26.4722 | 1126 | |
| 26.529 | 653 | |
| 26.6939 | 440 | 0.1% |
| Value | Count | Frequency (%) |
| 65.6899 | 194 | < 0.1% |
| 64.7556 | 635 | |
| 55.4732 | 14 | < 0.1% |
| 48.8878 | 1332 | |
| 48.8856 | 843 | |
| 48.8328 | 667 | |
| 48.6669 | 422 | 0.1% |
| 48.6031 | 1403 | |
| 48.4786 | 878 | |
| 48.34 | 1293 |
long
Real number (ℝ)
High correlation
| Distinct | 910 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -90.231325 |
| Minimum | -165.6723 |
|---|---|
| Maximum | -67.9503 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 555719 |
| Negative (%) | 100.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | -165.6723 |
|---|---|
| 5-th percentile | -119.0825 |
| Q1 | -96.798 |
| median | -87.4769 |
| Q3 | -80.1752 |
| 95-th percentile | -73.5365 |
| Maximum | -67.9503 |
| Range | 97.722 |
| Interquartile range (IQR) | 16.6228 |
Descriptive statistics
| Standard deviation | 13.72178 |
|---|---|
| Coefficient of variation (CV) | -0.15207335 |
| Kurtosis | 1.7942606 |
| Mean | -90.231325 |
| Median Absolute Deviation (MAD) | 8.1276 |
| Skewness | -1.1394157 |
| Sum | -50143262 |
| Variance | 188.28724 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -108.8964 | 1589 | 0.3% |
| -82.9832 | 1518 | 0.3% |
| -81.7361 | 1495 | 0.3% |
| -80.1752 | 1474 | 0.3% |
| -98.0727 | 1470 | 0.3% |
| -80.307 | 1466 | 0.3% |
| -86.6919 | 1462 | 0.3% |
| -87.5917 | 1458 | 0.3% |
| -85.4524 | 1428 | 0.3% |
| -91.4539 | 1426 | 0.3% |
| Other values (900) | 540933 |
| Value | Count | Frequency (%) |
| -165.6723 | 635 | |
| -156.292 | 194 | < 0.1% |
| -155.488 | 431 | |
| -155.3697 | 659 | |
| -133.1171 | 14 | < 0.1% |
| -124.4409 | 424 | |
| -124.2174 | 648 | |
| -124.1587 | 434 | |
| -124.1437 | 672 | |
| -123.9743 | 886 |
| Value | Count | Frequency (%) |
| -67.9503 | 842 | |
| -68.5565 | 453 | 0.1% |
| -69.2675 | 224 | < 0.1% |
| -69.4828 | 881 | |
| -69.9576 | 200 | < 0.1% |
| -69.9656 | 1267 | |
| -70.239 | 419 | 0.1% |
| -70.3001 | 834 | |
| -70.3457 | 669 | |
| -70.6993 | 641 |
city_pop
Real number (ℝ)
| Distinct | 835 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88221.888 |
| Minimum | 23 |
|---|---|
| Maximum | 2906700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 139 |
| Q1 | 741 |
| median | 2408 |
| Q3 | 19685 |
| 95-th percentile | 525713 |
| Maximum | 2906700 |
| Range | 2906677 |
| Interquartile range (IQR) | 18944 |
Descriptive statistics
| Standard deviation | 300390.89 |
|---|---|
| Coefficient of variation (CV) | 3.4049474 |
| Kurtosis | 37.470475 |
| Mean | 88221.888 |
| Median Absolute Deviation (MAD) | 2161 |
| Skewness | 5.5834146 |
| Sum | 4.9026579 × 1010 |
| Variance | 9.0234688 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 606 | 2553 | 0.5% |
| 1312922 | 2222 | 0.4% |
| 1595797 | 2182 | 0.4% |
| 241 | 2045 | 0.4% |
| 1766 | 1982 | 0.4% |
| 2135 | 1909 | 0.3% |
| 198 | 1783 | 0.3% |
| 1126 | 1783 | 0.3% |
| 910148 | 1765 | 0.3% |
| 302 | 1706 | 0.3% |
| Other values (825) | 535789 |
| Value | Count | Frequency (%) |
| 23 | 866 | |
| 37 | 456 | 0.1% |
| 43 | 886 | |
| 46 | 1346 | |
| 47 | 223 | < 0.1% |
| 49 | 418 | 0.1% |
| 51 | 454 | 0.1% |
| 52 | 222 | < 0.1% |
| 53 | 1050 | |
| 60 | 427 | 0.1% |
| Value | Count | Frequency (%) |
| 2906700 | 1697 | |
| 2504700 | 896 | |
| 2383912 | 216 | < 0.1% |
| 1595797 | 2182 | |
| 1577385 | 1117 | |
| 1526206 | 1596 | |
| 1382480 | 857 | 0.2% |
| 1312922 | 2222 | |
| 1263321 | 1512 | |
| 1241364 | 1069 |
job
Text
| Distinct | 478 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 59 |
|---|---|
| Median length | 38 |
| Mean length | 20.244753 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mechanical engineer |
|---|---|
| 2nd row | Sales professional, IT |
| 3rd row | Librarian, public |
| 4th row | Set designer |
| 5th row | Furniture designer |
| Value | Count | Frequency (%) |
| engineer | 56292 | 4.6% |
| officer | 47287 | 3.8% |
| manager | 26713 | 2.2% |
| scientist | 23862 | 1.9% |
| designer | 22421 | 1.8% |
| surveyor | 21226 | 1.7% |
| teacher | 16739 | 1.4% |
| psychologist | 14256 | 1.2% |
| research | 12672 | 1.0% |
| editor | 12233 | 1.0% |
| Other values (448) | 981271 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1200919 | 10.7% |
| i | 1021383 | 9.1% |
| r | 942240 | 8.4% |
| a | 779472 | 6.9% |
| t | 765550 | 6.8% |
| n | 756706 | 6.7% |
| 679253 | 6.0% | |
| o | 641539 | 5.7% |
| s | 619943 | 5.5% |
| c | 567501 | 5.0% |
| Other values (43) | 3275888 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11250394 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1200919 | 10.7% |
| i | 1021383 | 9.1% |
| r | 942240 | 8.4% |
| a | 779472 | 6.9% |
| t | 765550 | 6.8% |
| n | 756706 | 6.7% |
| 679253 | 6.0% | |
| o | 641539 | 5.7% |
| s | 619943 | 5.5% |
| c | 567501 | 5.0% |
| Other values (43) | 3275888 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11250394 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1200919 | 10.7% |
| i | 1021383 | 9.1% |
| r | 942240 | 8.4% |
| a | 779472 | 6.9% |
| t | 765550 | 6.8% |
| n | 756706 | 6.7% |
| 679253 | 6.0% | |
| o | 641539 | 5.7% |
| s | 619943 | 5.5% |
| c | 567501 | 5.0% |
| Other values (43) | 3275888 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11250394 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1200919 | 10.7% |
| i | 1021383 | 9.1% |
| r | 942240 | 8.4% |
| a | 779472 | 6.9% |
| t | 765550 | 6.8% |
| n | 756706 | 6.7% |
| 679253 | 6.0% | |
| o | 641539 | 5.7% |
| s | 619943 | 5.5% |
| c | 567501 | 5.0% |
| Other values (43) | 3275888 |
dob
Date
| Distinct | 910 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| Minimum | 1924-10-30 00:00:00 |
|---|---|
| Maximum | 2005-01-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
trans_num
Text
Unique
| Distinct | 555719 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
Length
| Max length | 32 |
|---|---|
| Median length | 32 |
| Mean length | 32 |
| Min length | 32 |
Unique
| Unique | 555719 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 2da90c7d74bd46a0caf3777415b3ebd3 |
|---|---|
| 2nd row | 324cc204407e99f51b0d6ca0055005e7 |
| 3rd row | c81755dbbbea9d5c77f094348a7579be |
| 4th row | 2159175b9efe66dc301f149d3d5abf8c |
| 5th row | 57ff021bd3f328f8738bb535c302a31b |
| Value | Count | Frequency (%) |
| 8be473af4f05fc6146ea55ace73e7ca2 | 1 | < 0.1% |
| 1765bb45b3aa3224b4cdcb6e7a96cee3 | 1 | < 0.1% |
| 2da90c7d74bd46a0caf3777415b3ebd3 | 1 | < 0.1% |
| 324cc204407e99f51b0d6ca0055005e7 | 1 | < 0.1% |
| c81755dbbbea9d5c77f094348a7579be | 1 | < 0.1% |
| 2159175b9efe66dc301f149d3d5abf8c | 1 | < 0.1% |
| 57ff021bd3f328f8738bb535c302a31b | 1 | < 0.1% |
| c65a812107218b3b5a73e508b0af6633 | 1 | < 0.1% |
| e614e054201302dd73f32a3aec38bf0e | 1 | < 0.1% |
| 8b4b2ea4f0a03359f2f8fa4f418b769c | 1 | < 0.1% |
| Other values (555709) | 555709 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1113020 | 6.3% |
| b | 1112778 | 6.3% |
| 1 | 1112541 | 6.3% |
| 7 | 1112515 | 6.3% |
| 3 | 1112419 | 6.3% |
| 9 | 1112182 | 6.3% |
| 8 | 1111916 | 6.3% |
| 6 | 1111791 | 6.3% |
| c | 1111381 | 6.2% |
| 0 | 1111306 | 6.2% |
| Other values (6) | 6661159 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17783008 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 1113020 | 6.3% |
| b | 1112778 | 6.3% |
| 1 | 1112541 | 6.3% |
| 7 | 1112515 | 6.3% |
| 3 | 1112419 | 6.3% |
| 9 | 1112182 | 6.3% |
| 8 | 1111916 | 6.3% |
| 6 | 1111791 | 6.3% |
| c | 1111381 | 6.2% |
| 0 | 1111306 | 6.2% |
| Other values (6) | 6661159 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17783008 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 1113020 | 6.3% |
| b | 1112778 | 6.3% |
| 1 | 1112541 | 6.3% |
| 7 | 1112515 | 6.3% |
| 3 | 1112419 | 6.3% |
| 9 | 1112182 | 6.3% |
| 8 | 1111916 | 6.3% |
| 6 | 1111791 | 6.3% |
| c | 1111381 | 6.2% |
| 0 | 1111306 | 6.2% |
| Other values (6) | 6661159 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17783008 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 1113020 | 6.3% |
| b | 1112778 | 6.3% |
| 1 | 1112541 | 6.3% |
| 7 | 1112515 | 6.3% |
| 3 | 1112419 | 6.3% |
| 9 | 1112182 | 6.3% |
| 8 | 1111916 | 6.3% |
| 6 | 1111791 | 6.3% |
| c | 1111381 | 6.2% |
| 0 | 1111306 | 6.2% |
| Other values (6) | 6661159 |
unix_time
Real number (ℝ)
High correlation
| Distinct | 544760 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3806789 × 109 |
| Minimum | 1.3718169 × 109 |
|---|---|
| Maximum | 1.3885344 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 1.3718169 × 109 |
|---|---|
| 5-th percentile | 1.3725953 × 109 |
| Q1 | 1.3760286 × 109 |
| median | 1.380762 × 109 |
| Q3 | 1.385867 × 109 |
| 95-th percentile | 1.3880236 × 109 |
| Maximum | 1.3885344 × 109 |
| Range | 16717509 |
| Interquartile range (IQR) | 9838356.5 |
Descriptive statistics
| Standard deviation | 5201104.1 |
|---|---|
| Coefficient of variation (CV) | 0.0037670629 |
| Kurtosis | -1.3677361 |
| Mean | 1.3806789 × 109 |
| Median Absolute Deviation (MAD) | 5003435 |
| Skewness | -0.077405381 |
| Sum | 7.6726948 × 1014 |
| Variance | 2.7051484 × 1013 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 1387312599 | 4 | < 0.1% |
| 1386957227 | 4 | < 0.1% |
| 1381001869 | 4 | < 0.1% |
| 1387468942 | 4 | < 0.1% |
| 1379588620 | 3 | < 0.1% |
| 1374450545 | 3 | < 0.1% |
| 1387049212 | 3 | < 0.1% |
| 1388208001 | 3 | < 0.1% |
| 1375597240 | 3 | < 0.1% |
| 1375597343 | 3 | < 0.1% |
| Other values (544750) | 555685 |
| Value | Count | Frequency (%) |
| 1371816865 | 1 | |
| 1371816873 | 1 | |
| 1371816893 | 1 | |
| 1371816915 | 1 | |
| 1371816917 | 1 | |
| 1371816937 | 1 | |
| 1371816944 | 1 | |
| 1371816950 | 1 | |
| 1371816970 | 1 | |
| 1371816971 | 1 |
| Value | Count | Frequency (%) |
| 1388534374 | 1 | |
| 1388534364 | 1 | |
| 1388534355 | 1 | |
| 1388534349 | 1 | |
| 1388534347 | 1 | |
| 1388534314 | 1 | |
| 1388534284 | 1 | |
| 1388534276 | 1 | |
| 1388534270 | 1 | |
| 1388534238 | 1 |
merch_lat
Real number (ℝ)
High correlation
| Distinct | 546490 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.542798 |
| Minimum | 19.027422 |
|---|---|
| Maximum | 66.679297 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | 19.027422 |
|---|---|
| 5-th percentile | 29.759168 |
| Q1 | 34.755302 |
| median | 39.376593 |
| Q3 | 41.954163 |
| 95-th percentile | 45.99952 |
| Maximum | 66.679297 |
| Range | 47.651875 |
| Interquartile range (IQR) | 7.1988615 |
Descriptive statistics
| Standard deviation | 5.0958293 |
|---|---|
| Coefficient of variation (CV) | 0.13221223 |
| Kurtosis | 0.72289788 |
| Mean | 38.542798 |
| Median Absolute Deviation (MAD) | 3.372633 |
| Skewness | -0.20262611 |
| Sum | 21418965 |
| Variance | 25.967476 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39.779565 | 4 | < 0.1% |
| 40.952544 | 4 | < 0.1% |
| 43.091015 | 3 | < 0.1% |
| 33.825714 | 3 | < 0.1% |
| 39.97087 | 3 | < 0.1% |
| 39.661288 | 3 | < 0.1% |
| 41.960596 | 3 | < 0.1% |
| 40.025401 | 3 | < 0.1% |
| 39.593391 | 3 | < 0.1% |
| 40.751975 | 3 | < 0.1% |
| Other values (546480) | 555687 |
| Value | Count | Frequency (%) |
| 19.027422 | 1 | |
| 19.027849 | 1 | |
| 19.032689 | 1 | |
| 19.038107 | 1 | |
| 19.039532 | 1 | |
| 19.039862 | 1 | |
| 19.04232 | 1 | |
| 19.044747 | 1 | |
| 19.045199 | 1 | |
| 19.046113 | 1 |
| Value | Count | Frequency (%) |
| 66.679297 | 1 | |
| 66.674714 | 1 | |
| 66.67154 | 1 | |
| 66.669356 | 1 | |
| 66.668167 | 1 | |
| 66.660454 | 1 | |
| 66.650388 | 1 | |
| 66.646753 | 1 | |
| 66.646051 | 1 | |
| 66.644397 | 1 |
merch_long
Real number (ℝ)
High correlation
| Distinct | 551770 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -90.23138 |
| Minimum | -166.67157 |
|---|---|
| Maximum | -66.952026 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 555719 |
| Negative (%) | 100.0% |
| Memory size | 4.2 MiB |
Quantile statistics
| Minimum | -166.67157 |
|---|---|
| 5-th percentile | -119.25804 |
| Q1 | -96.905129 |
| median | -87.445204 |
| Q3 | -80.264637 |
| 95-th percentile | -73.387755 |
| Maximum | -66.952026 |
| Range | 99.719549 |
| Interquartile range (IQR) | 16.640492 |
Descriptive statistics
| Standard deviation | 13.733071 |
|---|---|
| Coefficient of variation (CV) | -0.15219839 |
| Kurtosis | 1.7905728 |
| Mean | -90.23138 |
| Median Absolute Deviation (MAD) | 8.212831 |
| Skewness | -1.1368095 |
| Sum | -50143293 |
| Variance | 188.59723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -87.009534 | 3 | < 0.1% |
| -78.096003 | 3 | < 0.1% |
| -74.300398 | 3 | < 0.1% |
| -97.483643 | 3 | < 0.1% |
| -83.536152 | 3 | < 0.1% |
| -82.268845 | 3 | < 0.1% |
| -86.365442 | 3 | < 0.1% |
| -87.256118 | 3 | < 0.1% |
| -77.244271 | 3 | < 0.1% |
| -82.357941 | 3 | < 0.1% |
| Other values (551760) | 555689 |
| Value | Count | Frequency (%) |
| -166.671575 | 1 | |
| -166.670685 | 1 | |
| -166.670006 | 1 | |
| -166.66991 | 1 | |
| -166.669812 | 1 | |
| -166.658797 | 1 | |
| -166.653605 | 1 | |
| -166.647052 | 1 | |
| -166.646643 | 1 | |
| -166.646507 | 1 |
| Value | Count | Frequency (%) |
| -66.952026 | 1 | |
| -66.952352 | 1 | |
| -66.955602 | 1 | |
| -66.957364 | 1 | |
| -66.959498 | 1 | |
| -66.960745 | 1 | |
| -66.970525 | 1 | |
| -66.973527 | 1 | |
| -66.978745 | 1 | |
| -66.980959 | 1 |
is_fraud
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| 0 | |
|---|---|
| 1 | 2145 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 553574 | |
| 1 | 2145 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 553574 | |
| 1 | 2145 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 553574 | |
| 1 | 2145 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 555719 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553574 | |
| 1 | 2145 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 555719 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553574 | |
| 1 | 2145 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 555719 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 553574 | |
| 1 | 2145 | 0.4% |
Interactions
Correlations
| Unnamed: 0 | amt | category | cc_num | city_pop | gender | is_fraud | lat | long | merch_lat | merch_long | state | unix_time | zip | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unnamed: 0 | 1.000 | -0.001 | 0.006 | 0.001 | -0.001 | 0.000 | 0.023 | -0.000 | -0.002 | 0.000 | -0.002 | 0.000 | 1.000 | 0.001 |
| amt | -0.001 | 1.000 | 0.021 | -0.001 | -0.024 | 0.003 | 0.000 | 0.014 | -0.001 | 0.014 | -0.001 | 0.004 | -0.001 | 0.001 |
| category | 0.006 | 0.021 | 1.000 | 0.007 | 0.014 | 0.055 | 0.058 | 0.011 | 0.009 | 0.011 | 0.009 | 0.019 | 0.004 | 0.010 |
| cc_num | 0.001 | -0.001 | 0.007 | 1.000 | 0.051 | 0.053 | 0.004 | -0.001 | -0.013 | -0.002 | -0.013 | 0.238 | 0.001 | 0.013 |
| city_pop | -0.001 | -0.024 | 0.014 | 0.051 | 1.000 | 0.090 | 0.008 | -0.261 | 0.088 | -0.260 | 0.087 | 0.315 | -0.001 | -0.042 |
| gender | 0.000 | 0.003 | 0.055 | 0.053 | 0.090 | 1.000 | 0.000 | 0.124 | 0.091 | 0.112 | 0.083 | 0.255 | 0.001 | 0.115 |
| is_fraud | 0.023 | 0.000 | 0.058 | 0.004 | 0.008 | 0.000 | 1.000 | 0.081 | 0.081 | 0.081 | 0.081 | 0.027 | 0.022 | 0.009 |
| lat | -0.000 | 0.014 | 0.011 | -0.001 | -0.261 | 0.124 | 0.081 | 1.000 | 0.105 | 0.991 | 0.103 | 0.797 | -0.000 | -0.162 |
| long | -0.002 | -0.001 | 0.009 | -0.013 | 0.088 | 0.091 | 0.081 | 0.105 | 1.000 | 0.105 | 0.998 | 0.864 | -0.002 | -0.959 |
| merch_lat | 0.000 | 0.014 | 0.011 | -0.002 | -0.260 | 0.112 | 0.081 | 0.991 | 0.105 | 1.000 | 0.103 | 0.772 | 0.000 | -0.162 |
| merch_long | -0.002 | -0.001 | 0.009 | -0.013 | 0.087 | 0.083 | 0.081 | 0.103 | 0.998 | 0.103 | 1.000 | 0.832 | -0.002 | -0.957 |
| state | 0.000 | 0.004 | 0.019 | 0.238 | 0.315 | 0.255 | 0.027 | 0.797 | 0.864 | 0.772 | 0.832 | 1.000 | 0.000 | 0.963 |
| unix_time | 1.000 | -0.001 | 0.004 | 0.001 | -0.001 | 0.001 | 0.022 | -0.000 | -0.002 | 0.000 | -0.002 | 0.000 | 1.000 | 0.001 |
| zip | 0.001 | 0.001 | 0.010 | 0.013 | -0.042 | 0.115 | 0.009 | -0.162 | -0.959 | -0.162 | -0.957 | 0.963 | 0.001 | 1.000 |
Missing values
Sample
| Unnamed: 0 | trans_date_trans_time | cc_num | merchant | category | amt | first | last | gender | street | city | state | zip | lat | long | city_pop | job | dob | trans_num | unix_time | merch_lat | merch_long | is_fraud | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2020-06-21 12:14:25 | 2291163933867244 | fraud_Kirlin and Sons | personal_care | 2.86 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29209 | 33.9659 | -80.9355 | 333497 | Mechanical engineer | 1968-03-19 | 2da90c7d74bd46a0caf3777415b3ebd3 | 1371816865 | 33.986391 | -81.200714 | 0 |
| 1 | 1 | 2020-06-21 12:14:33 | 3573030041201292 | fraud_Sporer-Keebler | personal_care | 29.84 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84002 | 40.3207 | -110.4360 | 302 | Sales professional, IT | 1990-01-17 | 324cc204407e99f51b0d6ca0055005e7 | 1371816873 | 39.450498 | -109.960431 | 0 |
| 2 | 2 | 2020-06-21 12:14:53 | 3598215285024754 | fraud_Swaniawski, Nitzsche and Welch | health_fitness | 41.28 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11710 | 40.6729 | -73.5365 | 34496 | Librarian, public | 1970-10-21 | c81755dbbbea9d5c77f094348a7579be | 1371816893 | 40.495810 | -74.196111 | 0 |
| 3 | 3 | 2020-06-21 12:15:15 | 3591919803438423 | fraud_Haley Group | misc_pos | 60.05 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32780 | 28.5697 | -80.8191 | 54767 | Set designer | 1987-07-25 | 2159175b9efe66dc301f149d3d5abf8c | 1371816915 | 28.812398 | -80.883061 | 0 |
| 4 | 4 | 2020-06-21 12:15:17 | 3526826139003047 | fraud_Johnston-Casper | travel | 3.19 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49632 | 44.2529 | -85.0170 | 1126 | Furniture designer | 1955-07-06 | 57ff021bd3f328f8738bb535c302a31b | 1371816917 | 44.959148 | -85.884734 | 0 |
| 5 | 5 | 2020-06-21 12:15:37 | 30407675418785 | fraud_Daugherty LLC | kids_pets | 19.55 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | 798db04aaceb4febd084f1a7c404da93 | 1371816937 | 41.747157 | -77.584197 | 0 |
| 6 | 6 | 2020-06-21 12:15:44 | 213180742685905 | fraud_Romaguera Ltd | health_fitness | 133.93 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95528 | 40.5070 | -123.9743 | 1139 | Therapist, occupational | 1951-01-15 | 17003d7ce534440eadb10c4750e020e5 | 1371816944 | 41.499458 | -124.888729 | 0 |
| 7 | 7 | 2020-06-21 12:15:50 | 3589289942931264 | fraud_Reichel LLC | personal_care | 10.37 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 8be473af4f05fc6146ea55ace73e7ca2 | 1371816950 | 44.495498 | -97.728453 | 0 |
| 8 | 8 | 2020-06-21 12:16:10 | 3596357274378601 | fraud_Goyette, Howell and Collier | shopping_pos | 4.37 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16858 | 41.0001 | -78.2357 | 3688 | Advice worker | 1973-05-27 | 71a1da150d1ce510193d7622e08e784e | 1371816970 | 41.546067 | -78.120238 | 0 |
| 9 | 9 | 2020-06-21 12:16:11 | 3546897637165774 | fraud_Kilback Group | food_dining | 66.54 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | a7915132c7c4240996ba03a47f81e3bd | 1371816971 | 31.782919 | -96.366185 | 0 |
| Unnamed: 0 | trans_date_trans_time | cc_num | merchant | category | amt | first | last | gender | street | city | state | zip | lat | long | city_pop | job | dob | trans_num | unix_time | merch_lat | merch_long | is_fraud | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 555709 | 555709 | 2020-12-31 23:57:18 | 30344654314976 | fraud_Larkin, Stracke and Greenfelder | entertainment | 46.71 | Christine | Johnson | F | 8011 Chapman Tunnel Apt. 568 | Blairsden-Graeagle | CA | 96103 | 39.8127 | -120.6405 | 1725 | Chartered legal executive (England and Wales) | 1967-05-27 | a7105564935ea3977dc61ff9ced3bf5e | 1388534238 | 38.963543 | -120.457121 | 0 |
| 555710 | 555710 | 2020-12-31 23:57:50 | 3524574586339330 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 29.56 | Ashley | Cabrera | F | 94225 Smith Springs Apt. 617 | Vero Beach | FL | 32960 | 27.6330 | -80.4031 | 105638 | Librarian, public | 1986-05-07 | 9fc9f6f9be3182d519a61a119cf97199 | 1388534270 | 27.593881 | -80.855092 | 0 |
| 555711 | 555711 | 2020-12-31 23:57:56 | 341546199006537 | fraud_Schmidt-Larkin | home | 12.68 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | a8310343c189e4a5b6316050d2d6b014 | 1388534276 | 65.623593 | -165.186033 | 0 |
| 555712 | 555712 | 2020-12-31 23:58:04 | 501802953619 | fraud_Pouros, Walker and Spencer | kids_pets | 13.02 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | bd7071fd5c9510a5594ee196368ac80e | 1388534284 | 41.973127 | -123.553032 | 0 |
| 555713 | 555713 | 2020-12-31 23:58:34 | 3523843138706408 | fraud_Prosacco, Kreiger and Kovacek | home | 17.00 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36758 | 32.6176 | -86.9475 | 1412 | Drilling engineer | 1970-11-20 | 6d04313bfe4b661b8ca2b6a499a320fe | 1388534314 | 32.164145 | -87.539669 | 0 |
| 555714 | 555714 | 2020-12-31 23:59:07 | 30560609640617 | fraud_Reilly and Sons | health_fitness | 43.77 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | 9b1f753c79894c9f4b71f04581835ada | 1388534347 | 39.946837 | -91.333331 | 0 |
| 555715 | 555715 | 2020-12-31 23:59:09 | 3556613125071656 | fraud_Hoppe-Parisian | kids_pets | 111.84 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77566 | 29.0393 | -95.4401 | 28739 | Futures trader | 1999-12-27 | 2090647dac2c89a1d86c514c427f5b91 | 1388534349 | 29.661049 | -96.186633 | 0 |
| 555716 | 555716 | 2020-12-31 23:59:15 | 6011724471098086 | fraud_Rau-Robel | kids_pets | 86.88 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99323 | 46.1966 | -118.9017 | 3684 | Musician | 1981-11-29 | 6c5b7c8add471975aa0fec023b2e8408 | 1388534355 | 46.658340 | -119.715054 | 0 |
| 555717 | 555717 | 2020-12-31 23:59:24 | 4079773899158 | fraud_Breitenberg LLC | travel | 7.99 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 14392d723bb7737606b2700ac791b7aa | 1388534364 | 44.470525 | -117.080888 | 0 |
| 555718 | 555718 | 2020-12-31 23:59:34 | 4170689372027579 | fraud_Dare-Marvin | entertainment | 38.13 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73034 | 35.6665 | -97.4798 | 116001 | Media buyer | 1993-05-10 | 1765bb45b3aa3224b4cdcb6e7a96cee3 | 1388534374 | 36.210097 | -97.036372 | 0 |